{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import tensorflow as tf \n",
    "from PIL import Image\n",
    "from nets2 import nets_factory\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 不同字符数量\n",
    "CHAR_SET_LEN = 10\n",
    "# 图片高度\n",
    "IMAGE_HEIGHT = 60 \n",
    "# 图片宽度\n",
    "IMAGE_WIDTH = 160  \n",
    "# 批次\n",
    "BATCH_SIZE = 1\n",
    "# tfrecord文件存放路径\n",
    "TFRECORD_FILE = \"D:/Tensorflow/captcha/test.tfrecords\"\n",
    "\n",
    "# placeholder\n",
    "x = tf.placeholder(tf.float32, [None, 224, 224])  \n",
    "\n",
    "# 从tfrecord读出数据\n",
    "def read_and_decode(filename):\n",
    "    # 根据文件名生成一个队列\n",
    "    filename_queue = tf.train.string_input_producer([filename])\n",
    "    reader = tf.TFRecordReader()\n",
    "    # 返回文件名和文件\n",
    "    _, serialized_example = reader.read(filename_queue)   \n",
    "    features = tf.parse_single_example(serialized_example,\n",
    "                                       features={\n",
    "                                           'image' : tf.FixedLenFeature([], tf.string),\n",
    "                                           'label0': tf.FixedLenFeature([], tf.int64),\n",
    "                                           'label1': tf.FixedLenFeature([], tf.int64),\n",
    "                                           'label2': tf.FixedLenFeature([], tf.int64),\n",
    "                                           'label3': tf.FixedLenFeature([], tf.int64),\n",
    "                                       })\n",
    "    # 获取图片数据\n",
    "    image = tf.decode_raw(features['image'], tf.uint8)\n",
    "    # 没有经过预处理的灰度图\n",
    "    image_raw = tf.reshape(image, [224, 224])\n",
    "    # tf.train.shuffle_batch必须确定shape\n",
    "    image = tf.reshape(image, [224, 224])\n",
    "    # 图片预处理\n",
    "    image = tf.cast(image, tf.float32) / 255.0\n",
    "    image = tf.subtract(image, 0.5)\n",
    "    image = tf.multiply(image, 2.0)\n",
    "    # 获取label\n",
    "    label0 = tf.cast(features['label0'], tf.int32)\n",
    "    label1 = tf.cast(features['label1'], tf.int32)\n",
    "    label2 = tf.cast(features['label2'], tf.int32)\n",
    "    label3 = tf.cast(features['label3'], tf.int32)\n",
    "\n",
    "    return image, image_raw, label0, label1, label2, label3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ./captcha/models/crack_captcha.model-10000\n"
     ]
    },
    {
     "data": {
      "image/png": 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5gft5oecBjveKscaHKkgNh0S5simEEy3H5RuObUpl4oqFvYuYzqAMZ9mnxddjWh3j/lY6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\nCOpHxp/jZ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2175bb222e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [4] [6] [3] [2]\n",
      "predict: [4] [6] [3] [1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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m6r2c7IZEtrjqpr9TeIGrEVFKhZxAlFeZC0tEMiQSiWTpIoVaIpFIihwp1BKJ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SJJqDt57nOoTnHgYwKvohLJfSHEI7CoWbw+tbWBkVwb7hFFnOuADaUSuCnOGL0DMXhSxADn1wao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\nIpFIahwpqCUSiaTGkYJaIpFIapz/C2g0cp0YPiovAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2175bb64860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [6] [4] [9] [3]\n",
      "predict: [6] [4] [9] [3]\n"
     ]
    },
    {
     "data": {
      "image/png": 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jA3/zK/LFEnAYnq3fCMDe607yswf+jN+65T9zPHYN4ws7GEhM8d7r/js3PfEs\nXY8VpGPjqoNpmnMaJwlKqacBF3ZZYFegpgT1hBojbWx1gYwN+1OQ6kGuPJ0LJSxEtOE3j1jXdI6W\n0wQSzEUqrvYQJGDOqjYmkbtvHRJ1GD0IfU9DfRlmPJj1AnveRqIFfx2VefUkVE+DlQJ7O1gFZDBU\nTlDvNBRPwumqdLWI3PgvBH2fsnwp0gxgJeQm0fBPXMm4uMJdYff8GO//ygexo/DhW3+EM28Z5FeX\nfpvM104w+ZBcWs9x/vwuG8EgcLP6PHIDfPXQzfzCwh/JiichMl/id9/zS/zayCm+8yoS1Eb1YTAY\nDB2OEdQGg8HQ4RhBbTAYDB3OltFRa/uTbSk7V2s0Qyj4xA/p71ayoZSdKDW7eficukesVsFaIQyh\ncQp1fLse+qKd/1VLQI5lbWzACxaUiVHDbTq/bXm4jmhSHd8DD6wqRGtl4rUi8VoZu1LHqoJfUW1X\nAUJWuFYhNPcrFB5vWSp0GdGXntM+K7R9a1BSa6CQftXBVy8rFAjj18DSQUzKcGzpfcLh6Fqvbqnz\nX0J0F+qAH/6dQ33R08j3wfM3PqTdP9/B/HM/+37z6jrStnoNGbeKR7RYhqpPvb7xhtj1ULVdKk5z\nUm3L94nVyjj+RmV2vzxsGUEdAbpd2LMTsjFwBxADk/b60IaSBSjMwHheFk/VxVpdIJh0uWiKX/3e\n/8xXF74fHgjO8Z3Hv8GvzPwGyYXxc85fJsh1fHQB6q/AoXDBxV6CArg6OrEfGKERM546EdjDLgSd\nixjEmOplunlv9IN8xX9jUFyvBrePPMhb3/BPANx16j7iX/FwJ3L8/sQvs1joJuEUuSZ9jOTTJRgT\nwZhbgMhOSFyPWFx1RGGSwGCr82/vgIEcpNSAPrIIU4Xg6wzQ44I9SJB/Wocqhgv2VQnC9E7KOFUW\nYe5Z6I5LnoeqD1M1SCckSg0bnFcDe5GE4rpGoC19jxbAX4R4HjInIHIJrmfd/CXgKeD2fsgqzx9r\nGck/PQ+8CPhwZgmeqsCsL12+GOHnIz91sQoF1ZCU1xIBGn6IyakTLgOzkC+LQVPzMlCbBD4qka4H\n/uVfeV/2BWrTZ3lykoa57krkfv6fr/kpPnPTT8CngnX7Z17iD/755xk6eeQKtOjC2TKC2gIiFqRS\nkEkiHghRzk08X5WKH3k1iYsELloNuWq7PDN8Haf90aZdB3PT3Jp/irFq4MGgqRNEpS9XYTlPkGBA\n3wV0iLYIuzk+AAAgAElEQVROZhRDhJyKIXedlfPkrxV9DToW+G6EJ+1bOMWOpqfU3sQcNww9DUD/\n2AzOpI9zosZNc98OOmaD/yJwWp6yastgx5GruEzgoqddDcNlzpMQS0BM9SuWDzzpULtGLLDC/Q8/\ncYbLslcJBHYB6kuSZ6WeAqLge1BchlgUfHVT9q8FS/+oSngTBysLVkaO79QlcdFGP1iHn0ZrKGeV\nKDi6Uo3u0xKN+VEqSdEKndv/YnOP+IBXD47TeLJu9+9Ft6cir/B+IMM+W4b8mPLWYZprmcZHHkwu\nh0veSpzo28OL/fub1qUreV59+gny+YVL4tFzqTA6aoPBYOhwjKA2XFpM7HMTJh+14ULY9KoP/Xc6\nBqRssLXaQ0e+6L+bOpBkCSp5ScMJ8k++VU2ZqhZ437/+IR+7ZZ7PvevNALz7kb/l3oc/ydgT8MSS\nqPbC6UhroeV54EwJXj4jy93d0DOFKGezBMpaW7VThVqlYhJIlyRIVbwetI7aApwUpLct88sDH+BD\nN/w0X85J9NZb9/8jbx39BDc8fBSAroeXyd0Hp56B5TJUQ9nwagtQVwrLugc7JmDPU+CWwdKRnyOI\nLSCcozoBuTosqsKJpYp0Wfdn0IE9SXAH1Zg0ivupjuvfahxYAL8I9ZfBL0C+CCd8eKEkhk7flzb3\nVCHjiZFw8FHo9iB5hxpfrf/WKVVj4Eag25IuaPXXRqDzH4cz205Ogb0ATgQGfVjMweQ0zC1L+2c9\nmU9lLiz/dOv5PcSY7Wljpe5/OPJTq5nUeFdmYfZpmJ0P6j5rloHHOPcmNMeV5R1P/hOD22r8xbt+\nBoA3Pf8VfvShj7D4uQJHT0uglce5/elENrWgDhvTXVQhah0uq99tgtBjgJLoqLVQ1U4NYSJele86\n/g2eveNWvnbH6wB4w9jXuXX5IV46KhWOW/VfISO+2L9qMKc2ii5BT/hK1I1HtVFljoy5QfBiqU27\n1jIeWgVuRyDWXea7Ml/lAftuvnxQBPVN9zzBbZXH2PaEkqInYfY4TBwVfWNYYGmdKchwdi2BNw5u\nL0HVhC5EGDbcbuS7CrCohHyNwH4KkLagLwp2Gumw/sKi+Y43hSS19qA+BxSgXJNVMzUZIwu5sVW8\nwO4QH4PkKCS1AVWnZ43RCOu3S5CwZJXLxglq3V8InGWWcyrbagT6uiE/BxPTMo8giG7dqKIR2qmk\nyeujXWEG3cAKeHlYGpcbYZVmQkGUHcVtp5+kuDzM377pHQDcWnqM777/i4w9Kw9Kp86zfydhVB8G\ng8HQ4RhBbTAYDB2OEdQGg2FrcBVbcje1jroVq3Wh3Q+nclA2fEwJ9ILLwDTgetB3FnqfHucG61EA\n4kfnWZoVA8r5/FzD2TkBygWozikjXKvlUutPgVgXJNIQyV3YnNO6ehvxE7ZKPpFFj73Wy9yd/BYA\nO4unSc6V4KzsU5yBpVyQtS2sq63RXEZryYfZCmTmxZgYsSVwhApBUIlqgOtAXFl67XoQCXpOg8OR\ng6gTat1yEUrLkKtCpSIRiPMqNakODLHV52LoMAWgpu0SrWXQYrKjk4J0N8QXwGlVym4Qeh4UEJuG\nW4epIsypLHnaZnqhJbfWTLvJpMelQqO4boXmeKNOpIhcowCpWYg/P8cN35JrtPfpcXITMFPfWJvD\n5WDLCGptSGuak+2K4uUlzaWWBeGJ+QJSrDZaAesL8Jovf5Lb7M8AEPUqPOuJ9ft8F1VdToNy+sB9\nBbor0L0brF6aww9DxsT+G2GxAieflAt7vReMg9jKHCBeAmsCst8u8nPX/E9+epcUs42MV3Ee9eBr\nss+ZF+DomESYLXOuIUkTBao1mJuDXQsysXpHJaUpCcTDJopEA8YhlYBYSvY9WYJau5p6OqRb/3AW\nIr10js8zMH0cjizDcj2wCS8i46uimikTGHdt1YzuIvQvEEhz3c4h2SGegX23wuSTMD11adKd6pp9\np1DCxYPnTkk0pRbecBk8HMOV3sN4yFgvQm1Ogm4WCW4gnchpguuq8CDseORRPviBdwEQqdd4sQb3\neUZQX12s9iQRWtRoAewh7miOV8MJBfSGPTvWQjj3h++tsrNqp23L62L+wYU9YSxl/o9SJWpXg0bp\nzPZIP+t+0LeVhIb2JPCQhPR1te9qO9nn60hLrpPGiTQqr4eOltOv1hQVrb9ho0mtX4byi1gWWHaQ\nG+ZS0ZLWA3w1hlwGAR1mpU6GcqlsdK6RS0E4cNXzwPbqxEO3Fj1HO70frRgdtcFgMHQ4RlAbDAZD\nh2MEtcFgMHQ4m15H3cgWh9KJquxtxGnKP9wgJRnUdDrQdtnqaohRMdayfq2pHH3EIKNDbNPAkgdd\ny2C3RifqsF6AfkhmxN41jxiiPNZmGNEeHzpJW0xH4s0i1izdmTPAcRpeH/m8nKvA6vp3DwlzVono\nxD5VRsIZl1SnE0ikYlSF8iujaawKkUqQPnOuDuMlMUraOcQQqTuxTMOYOL4MJ8pSi69IoOsNR0zq\ntoWdRwpAOY9Y8LTVMUKQqc9VB+qFeLSRvHDD0frpsIcHBKUgLxU2EHEgpr1uIpx7HWi3pGVgEfy8\nGDmvpizOpzj3mizR2V4rK7GpBXU477yNMgzp1Jmx0JfhCZoAKxUMTLu/HHUuLmRWpzzVVv0lJPeF\nXyBwGdMdiBLk/uiCeEpSVycIvKfWI6i1HIpo94clRNLpDr+CmM5nZbFQCiper4Y25OmCrQ7iydJw\nwdBpT2vy2YqDoyRgNC9yspGnuQ7TFdieg0iRwAUHdSxVFHc6D+MVkdtlVjd0hr8rAdUSkoezENog\nQVCNuw5kIRYJhv9SoAsgXy4aXpIORNXTiN2u8ngdGdQCkJd8Kt5VJqgnuTwFdS8HRvVhMBgMHY4R\n1AaDwdDhbGrVBwTajRiQtcDWuSVdgkCKcAWSCFhOcAe7FD60Wjepj10FKr5EfzUqloBK9xfaMQqx\nfujdDekzQEXamVvDOR1E7aEzjqbiSPCJisRrqBfmYWkBplXux7na+vSlOo2nDSxU4PQiDC5AVDuw\n6gCTDDAs+8SKkFgKfoIakPPAn0MU+Qn1RQW8M1A/LYvFwoVllasCpTwUpyCeA0vrXMIVdhyugDPz\npaMRkYrYRBJRcJWNwNJqwDB6kpaAAvglqPmbZjiuOja1oA5HIyYR3a4bIUhzqvWmOh8v8m65gdC4\nFH85tFO+lsEVoBRKKdkIuY607BiD5AgMHobsLFiVtd9IHGQMBpCup5JIrugEIul0Ut5pmJuFZ3ON\nRdoFDa6EtkFZiJ75pVnompFozoagdhGj4m7ZJzEDmYmGWlyiC6tQn0JSmcYQobEseaerqhBfodRc\ny3KtVIH8EhROQ3QBHH3z8AkSdm9kXtEOIEJQErEHuVFHu9SXCc6VBFpQF4Cc2E+uNmPiZsKoPmDT\nXIzr4SrOT2MwbDmMoDYYDIYOxwhq2JKPl1vwT4TBcNWyqXXUrVhrFMiWBY7a1vEDffWlti35WgG4\n2kmUTj3sH75WLFSyIfXeLtlR3ZekSn7z6nUR3tdH9aseWtGSbMlyVDBSSzKsmmqLpXXFdUlgpVOi\nXuhv0dS3cFakLXD3agR/6WAvvRLO7X/rD2m4YmxqQa3qqGIBKQfScbB1AMkqPe+Ow6u2yefpJdij\nIlOOIgUxNxof8GqINa2AGN20cStMChgEdxS2RcRpQztG6N1WwgWSURgahJgN9iBB9IsX7DwzBhNn\ng0yiy6wvJaRO3anPueiJpwaz6kAeMv49gBrjbYvgFWH6FVmuIAVdH1qC656D4VcAC5wk5OZgXkWI\nLNQvLFhEpxDNV6F7HBmHYWCUZg+gTURCvZIW3JKBob3ALvWltjBDYC2sIj/+krzqZSj4lzZi0rAy\nm1pQh4u5uha4tqSuPCdctkUgRh3oVS5h9WIgAE9conY2njq1IGvTJqBRgNWKQ8KWvhUJHBVWwwIc\nG2IJlbBfhw+27FguQKkUeAjWWL+lX3ehhngK+DrWXcd566hINcaJNKSTgZNLFRmK2RoUl8Q1DEue\npr0qlFWDWkPF19O+GlCrq7Zpn8JN7NLgoAqNW9DtQiIFdKsv27nn6Th29fK9qzM96GbB6KgNBoOh\nwzGC2mAwGDocI6hhS3p9GAyGq4dNraMOY9ngRBFFXbv6cJpuYB/QL4snrQM8W9rG3S8/yMjLZZgX\n9d0k64vYa0dbJw/thbDSLdSWFKGZnVDLQq0I3WdFlVhSu69U17DuQWkJfBucPtHFNzLaKYth0pb0\nlzWvTdvWScPLJIUY7FIEqWUjBKHhSbDjQTrREjK2eWBCWa9sC4aLkK8EEYyrZcw7H7rg7TljH6aN\nDv9qJYJKxGhLGl+JIw99qa8H7eFRldSmS3mo5WGxpuwNl73lBthCgtqJQFQLjDjN4dnh2bcduBaJ\nNwce3P2dfCbzZu79h5/khg+X2TkvAuKbXJygDtd2a7JhtbqytRIBtxeGXg2UITEOc0pQ59Qxl1uP\nqfCqsDwp7Y/3QzSGCKIKjYQhvS5kYlBVIeUXk7tXGzDpQ3J79BJYd3XiEWS9m5GoclRTdJro56rw\nSlUm6l118QZRziEr9nMtFJEsp+FahU3WMp0XdpMI6hhKNjtgDwODBOOfRPoanpQl8GdhYlY8bZaR\n3+RqzOW8GTCqD4PBYOhwjKA2GAyGDscIatg0f28NBsPmxAhqg8Fg6HA2vTFR264sD/wyUAGrSnNk\nXi8Nw8p0TzcPnr2TD33iZwA4Mbib6QN9vPe7/xtv/dafc91TD294Gz2gquPdbVYOIYcg/Ho7UJWw\n+OunofASTC+LN8NKhQQsxHvCtkK5Hlr/TdhiANQRxRdTz0/XCpCE2+oVDiPXs89VXjlBExr1IHPS\nTWzg/gqUfTFsgRgELySkWbfL88MLbNrIRIeg9GbEBqsL8W7S1ttwgQqdV6UM/rIUcNClJS80EtRw\n8WxqQd0oagtY+oKsh146MVCChjtecSjO8cW9fPr4D8qKGXCjZb72/a/njuynue4StNMHPAt8HQu+\nWhIcHf6dAWqSkL9/EFKnRIC15lpqxVKCeqWNLEslpdLL6+5NM74v4ccNYagFgY7vVyexrHNzBOki\nwHr5TIsgDdcBXlebCOVg8tu8NhH6p9YpTBxdMFl7P0HwwBIeGFX1p+oHtSw2UR2Fqw6j+jAYDIYO\nxwjqDsHYMw0Gw0psatVHE/r/ny5qu0Jk4lfH3sinjvxbeEGtiC0zYB3nXdWP85qB5xnaI9nbIme5\n+NBEhQ24dbByrE3pqvXZHpAFhiAblV2LwAznBic4QCIBqd0SkejsVMeI0HS7Xi7CUinQTV+MTrIO\nVOqQPwuuC24VEjWwtOpDn1cX82tDlZVVxxeqUrYR7VHSklzYOAQFjzfgjmkhwa3plvXzBME6lwtd\n2LkfyeQascFNIb+9NkQ4yA9dRtKa1oFF8BehVJO5pBMgGtXHlWHLCGrLCqU41cK6DY9O3MG3jr8B\nTuk1RbrTJ3lL7TMc7n6F7CgUq+DOsqGC2tEVn9ciqPXVp+PFeyEdketL1+7VF5bGAaJRiO+EWBQY\nornAr6JQgUI1CEO/GPuaj6QSLc4qQ1ZcBHXjateCepUbZyhV9oYRVtNaWkjrNmyQoN6OBP+FGePy\nC2qdUbYLEda2BW4CmSSR0EYVRFDrxOZ5IAdlr9kGbLgyGNWHwWAwdDhGUBsMBkOHYwS1wWAwdDib\nXkfdcI/Vumlozk7ng2dbeFFRksbSJZLJBQp6Y8uj4qYZYyfbKlNECwXKtVAh2otAq0NtVLHZcLrJ\n9RzElkx48bgEcbgVZbALYaN8aO2WV4tPta6+tJY6u2ttnmPLuZ2Vgnhs0RXrrusgpUsVf2IjJali\nLljtamiG5sZ6+h9Xh7KBRDfkunqYSYmD/vDyBInFZTJL569vudE4gBsFxwFH18ls94imddNVqOUg\nX4JqXeaD0U9fWTa1oNZZG+tAPYZEY2kDXFV96UAhE2duh9jod4we58bx/8ND9MlB4tsYz97Ob9q/\nyf89/n5e9+z/FrvLSkmf14hOyQzK0BYBawTJ2dwIp1zlAI7qi6qjOLoD/AQsluDEy7BUbbZ1RpFc\n01ZStidFkN4ydJ5FJBJN73uxaU5dC7JJ6HbAShAKVyQQFilw00EJv0XVvByXxssgCQxFYGcGnFHE\nAyKrvtSuDR5QlSroax2D/cBu5Kaz97vh4z90L39y978H4De/9Lvc9S9fJPIFeAQZ48uBg3ifdI1C\nTzeS+7uH5jS/EOTHPQIUYGEOnnlZ8oHr9LnG4+PKsakFNQRBcE2RcPoL9V63LbyIfOlGKsRieRrO\nVXadmh1nhgHytTi1yoVHxLUSjsSzdP7j8wnoMKGws4jKDB/x5Om19RANb7h2T9QhwumwNwILCVd3\n9M2n9UvVpnAI+aXO16//XLk2WC7t/8lcQJRiFLkJWEju89JgmukdowBU+5PEkkGWgMtFIyoxAk5M\nNXKlAdYFlkvgleVhRP+72qTR9VcNRkdtMBgMHY4R1AaDwdDhGEFtMBgMHc6m1lHrJGAWEho9OQW9\nRYhEEYOaIlaq0j0ryUFnF4Z5ZfIG2JWSL7t6GOyf5qce/WsOTz0PiIpvL2K9D7MAnF1j28JOKH0R\n2JYCJ0mgQ1yrrtpF1OnK5cD25OOaf1itG1fGJddujujWCdXWg943BiQdsAcJMhRqt4gwEYj2Qv8h\nWVycheTUxtbos0KvBBBLgt2PKJW1u4aPhFB76n0OSpVG3d8ViQI7gR37oX8UPNvhY7Ef5UtH7yVX\nFhPp59L34h3McZAvb1CPzo+DdC0DuEnEYKqz5oWNyDqt6SLU54AclAqSiqAgX22o3SKMBewiqLOr\n14Fcu2NcXKrdzcLWEtSTkC1CJEFTqHa8VCU+J24c0y+NcnLyJtijvuyFwf4nec/Df0ltYopFZND2\ntTnfCdYuqLU3Hoig3pFCBK4O7T1fvlKNg1yACSAuebfj1jq8/LSgVjcu11JeKOrr9QrKcE3YOJCy\nwRkGK6vaGc59rIlArA8Gr5fFuRcgMbWxBsWwLTkBxFLgtBPUi4jLyyIwC6Xy2gT1NcCua6H3dij7\nDh+Z+yn+9dk3wLOyzWd+4i3UDl9eQe0SOLREkohbTYxzc7zoPB8LIUFdDQT1heT8XisOcqkNtPmu\nBExhBDUY1YfBYDB0PEZQGwwGQ4djBLXBYDB0OJteR60rbjUCOcIludpYRxKRAslkjkJaAl6SiTy9\n1iz1Qh0/pKyzE1CMJylExAySKS8TKVWIltcWEBNWQVs6KkGv1DvXaVbUttNbW+3f16XfDR3XdSXU\n27rACIdwE20gospsNddFa7NTaH24LNdGER4eG1WOLGy0DZei8qDugVeF+jrCyHOxFF4qTtmPUV1s\nDv3LlHNkS8sr7Hlp0F2MOmCHU7nqwQ13rC5l06p1uUZq6wyfvxB0XvBIXAKiarbLYiJLupwjVqvg\n+hArSQrgrR7CvqkFtUdQ6DUGzNXBWyBwYyhxzgi8+dCnWdyR4kN7JfT37Qv/yC8c/f/If2KB2hnZ\nxo7ByL3w0Xt/iI/c+iMAvP8rH+C6zz+A+w14AvFYWA0XscYDxCJIzHSWIIk7SEhvOFdz2J3DDr3r\nOopxsGrtIxPPQV/FOjmzaszIdlheEMMrqOT/5ztWy2G1vXDAgcMJiKfV8fWrddbFQ98B8ZgMxUYK\n63B3M0Aig2TST4caXEOMiHkozcDLR2FqWexs4SavFKn3oVf/BPf92L3UazbP/f1BOBl893MP/hU/\n8NKHNyqF+ZqIAgMxuGEA0tuBHUhHUjQnU1F5qMvL8GIeKnmYVrUSL2VEYj9wqwv73wTpYXhhcA+/\n872/yXvu/0u+8/g3qBbB+zw8PQMvX8J2XA1sakENgczTyYb8Gs2Zh1oeG/qTMwwlJkAifxm0pjhg\nH2NsGura/GxDtA8W9w/y0s2HAai8mCXVJQna1+Jxob0jQD1xtiau1/kmaFkXXtaf9Us9LVnrCUFX\n/dGNicXkxhHOKb9e9FNr1JL8Ik64gkq7Kip26DtUyPkFnPd8bWoaJl2aO3wjDM0NrwLFPFS8UBqC\n0LHacTY7zLPDh/GrkI+mmr7btniG7YvjnNi4Lp0X/Y8mFQNXu+W1K5Cg5lq9BgVPKhiVuPRh4xGg\ny4ZkL8RHwB+Nc/LGayidyRLPg5uDLrfJk3bLYnTUBoPB0OEYQW0wGAwdzqZXfTRRR5TWdeT/lM7d\nGMrrubtwinc6H+OOiScBOHDkRdxvQVcVondCZDfkrDS/Evl1vvzNNzH/7BAAf3D9ezn2qn7u+cxH\n1tSUsGbDdwn+hodzs87QnIKz3X9ArUPRf20roqNuvQNrA5oVNujpBoR01IxA7DR0nZbFpTX1JmiK\nrs9nI3UcY91gDQI9qi/astuaNzOU9zXiBCrrRS4s4CIc4JkC+hB1tAUcHJYIwkZDIRj3PNLpAuu2\npv344//AD33sW9Qslw++5pfYPfIKP/z0vwCw6/Enef7b8CRiergUaHNFI+IVGEyDfSOwDfkNtD0j\nbHxYAqagfhaWalJvc5lLq6PeDxzaDv33xPn1+Ps5NneYxUKWUx/ax5/c+B4+8/Y3k5xZ5oc/98cw\nceq8x9vsbC1B7SOzz6W5vHWFxqTtSufoirzA4YIqQz4FtdMQrUNqBGIHoVqPcN/c63hu/HoYl82e\nuONWdg8/yT3rbA6AH7Z06fSadeSKcULtbCc4wvptZdlvp0NtpDltfAidS+trAVJgx0Xmw/p0xbop\nMX1IR6XWTMpxG+dYKYWoOpljicxuKZC+LhyC7KU6KK9btbEnBcmwEVG3qU6Qq/wC8o0fnnyB3mMv\nUHai/M0d7+SQ9xw/cOwzAIxPwrfPwsQF9mct6PHX9oUEkIggYX8ZghulQ5CPHWTuF8DPQcUX2+Kl\nNiR2A4MZSBxweHDutdxfvltOvAhP3n4Tz1+7n+7uGd4Y+5tL2IqrB6P6MBgMhg7HCGqDwWDocLau\noDZ1hQwGw1XCltFRa/WjH9YBa0Vc2FG2qF65YEcrDhEXjo4cZGb/MMu1LEv5TJMe84azz3Bo6oUL\na1wN/LK0w6oTVBPVL21NW+nmovWOrpSWWmvivXP2R45hO8HECKvO13qYhHqPRhALXrjEmE5n2BSa\nSZMvdzQJ6QxEcmCv8Yaq26mzEnYhunLXhsEU9KfEnxgLIqOIklTrzPWYl2nUk3Rr0DUIfbNQLQcB\nTH5oUz2NfGAa6J2CyDGo2XWu+foRhmZfZvmY7DezBPNr68pFYYe6lYpBJgOWzsgY9mEP164sQG0J\nSsviQ13m0mbM00yl+zmy/9UsfLur6Vq6fuI5dr94gtTMEpnyMsXL0JZOZ8sI6ipysdXDQnoR8ahQ\nFzAgV9wyQb7SCti9kF6Av7773Xz8R95KPW8zd2Y4EObAe+/7c77ruU/w0oU0roBcxfpuogW0jpzU\neTbbWXe0dIwjVrOyCgFfz/m15Q45hhuVQ0GQPnotIbwWMpQD6nDZFBINlyRI3VpC+hjn3OhKnQJ8\nCHbshuefh/k1GPV0SlVtSOtWp80gwTv790L8GmBQ7dCN/O5JAu+TEvIb9Mgr0QsHopB4BPrPBsVo\n9TzSyyVkGjwGeI9C5VGAGj/+4f8KgPZXeAJ45fxduWiiBEWCt/fBzt1qRRrpr57/NQLhOAHFEzAz\nJkNQZH3RqBfKoztu49ff9j+Ynxhpci/6Dw/+Fe848lFqORibl1SnW52tq/owGAyGqwQjqA0Gg6HD\nMYLaYDAYOhwjqA0Gg6HD2TLGRA/Ie3B2HHIuxMvQX5C0oNRpvmWFDFv0AEPAMrzj5X/mzq8/QoEk\nf3z3ezg8+ALffezrAOw98jjHn4On4bxWam300vY7R4eAh0PIawSuBtqMn1E7RWkmlOvZsttH9JWB\nXB18XQQvpY6fotkbwJaai31qMcnKxsRwkKOOQh+1YGdMsrYlssiBYuocOjJUu2e4oZ11+k1ke9uG\nhLW2CWoRlAHsceCWJKT3QaQLnChEdiHZELvUDnEC42ZFtStJswW2Iu3qiUNsHirKoFtfhMoMFKbF\ng2jCg+Oe2MJOsbJnx+wa+nEhhJIOEkemqi732dOLWFV1SkftolJBfns9v87CwoIYO7Uh8XJ4fdx4\n9hk++JX386ev/o8cv3MfOxdO89MPf4hrHn+YM2ehUoMji2uvQ7qZ2VKCulyHxQWZhOk49FdoL4F0\nHDRAUhVmzcCdU49w59FHmI918fG3/CB3VB/k3ac/BMCpMXhqLLDyr0ZLVk9sB6ywdNWW+bJqizbB\nt2tvS1J+y2rODa+pqv5rN0BK6vhJmiWuLUJWp/5oV4s23I+woE4BPbYU643a4tZImiCWO+xq6NLs\nxRIe84j0Q4einw+dYyQKZG3YFwd7JzCizj2K3DC0K4tNc04Vn+ay8Kh2upDKQCos1CbAq0N5Pjj3\nGU8cd+YQp6HLSdgdL4HI5CG1nE4BvQR327DHR4WgauwCFPKSWkZPsUud4hRgx8I4Nz3zST71Y2/h\nzM5Bto2/wjuf+wiFUwssfFuaN4Y4Z211jOrDYDAYOhwjqA0Gg6HDMYLaYDAYOpwto6PWob86g2VN\n6yhXSx0KgdXPRZRlp8GJeux58hhdJyYpqLzNi8WmQMVV0UU9dZrpuK4ZGAk1VL/KBNZJrUBsV5JL\nR/c5wcdwWbw6UlaquABeBNwkRGtt+m+DHZHoRJBtovUgWLIdOiIx40AmAU6PGDWtDM1h2jraEpp1\n1G3agH1upPlq0eQ606tjI1a1BIGFUSen1vgtr9Zz6wNGQ9voRnQBfWAvyfpEDrrnYVmFXl/uIqxh\n80LGgmwMYkoX72hDcWta2ypNaRJqJRUyT2BI1MG7y1waw2IOuWZSp+rsOPIiS2dddk0fpzpWY7Eg\n+v7LZdS8GtgygrqKTDpdI8CqIwaidsY5XWwWZKb0IlL1UWARkn6O9/zpb1Ir1xhT+z9WWZshEUSO\nDEH5oQUAACAASURBVAO3qAsotQ24UZ1jFpnFVcSVwCe4AyRUuxKc+18oLm21i5CwZZMogVwsAbM5\nOPW4Cu8+BKN7kPDicEGChCT7jw7IYv8C9OXlwim0DFfo3sA24HAa9mwH5zpkZvWql6f6UwDOqD4N\nEIyx9voI3RytmOSlDpc0XO2+mlTDkowhxsNdqlG2Gtd21Wm9loNoC68eWx1yTeh9F9h7IbZfLR6D\n9ONSELbsX1Aa64siQmAjPRyBA6MQv0GW7RGk7zq5uDbmziIuHio2OzcG6SW41YaFUMXvGvAAl8Zj\n5UWgNAZ3/E2Jn/z7/4JnOTi+x1ylyOPqWgoX19jqbBlBDc1JdPx2T1PQnChIv+tXFSiLkE8sFSjV\ngodCnUdpLeinoIg6h6M9DsKPjuHkUfWW9SsdNPT42ZqYSR/KqykvwHZP02pHS7n5gVSFWU0/1lQf\n1wI37HuohV6jlA3BD7BS3pIVunW+3Ex6TC39QUv4cEUb3YbVOtKaLKoVFyztYgLYbuAOua78KhuI\nPq+LjL+j/8WEM1WFbzhaAqrfxffA8mU+hu9T607utQ48oFoHvwSJUqGxPvzP1xBgdNQGg8HQ4Wyp\nJ2pofqhrXgjRTvdrK92dB57frDqG1Z+mw67OoB44HZV+EvWEpp/+wk/GrW1b42Ol66oMeqGn1vDD\nuUcoi2C7vofqOUVciFqSbtRq2Uw/rDpqOyfGubphWk5cbVm3Sj/0AyGc/8nOCn8Ip1VdacfWfyua\nlZ70w38dQj7XVkR+P+sCaixeLOE/D6D88cMO+mF1Uri/NahVoa6CeHwf7ChUkw4L0S6qlkOsViZd\nWiJWgHi9ucTiRqGrzbVi1B3nsqUEdVgtndCFTAvIDIyENrRCyxlEn9oHZz1YWISqD097YlvU13WB\nlUkgcR9aJTsC7O6B7HWybO9DohTS6kA62GWZ5ijJdoJVEwVqEEnDtr1w6jicWQjaVUFU3rOov8gV\nRGFfbTlmBEkHqtq27yXZ9v5CcLFqAZFB1J+uDQd3wtD1wM3AIXWSojrhrDrPPKKc1Ar0YXXOGkFQ\njBowNyPBMzq39WoyUP9cMSCiddQZtaKdTqKOKO0LK/Q//D8zRhBNg+pwL4Gg9iCyAOkjEC1xWYkh\ngbM6e2umH9zdiH4e9aUuFKnneQWYgKnnYVbl5B2qQ+ZmOHPvCL//Xb/FRHqQ1778AO//wn+h9jnI\nnZW58zgbq5KYAb7ZZv1q19JWZUsJaghUc40nynZhWOEnqJDOteJDoRYYJhfb7NoOXWBb23QSQMIF\nV7t9JAk8E8K6VY9zhcxKEks9WtkuxBLyhGu37BbW/Xl6Ravw16FuadXWKKTtZnUvBLV0tSo6GYdY\nF4EB0UVuBHMERixtULRpLi7c6sWi+hJ+MNZfr9b9ho5ah6w7oR3DhCP0Wt0KdASfRj/etc4H9WNa\nCXmtOwf4BqAf7Bsq6YgUJiahVuhxgGCuq6jEagEKykjtx8BJQ31HjFdu2M94dhvXRseIPwbZSOCg\ns9H9q2KiDteK0VEbDAZDh2MEtcFgMHQ4W1pQm/q2BkN7rpSroaE9W0pHrZPG1YFcCeZPQmYPREdW\n2SlUkzDhQJcl9piYH2SO1GQRu2MrZaAvDjuV3rc7C+kdiNELRKerDV9hH+M0gS4VVk9rZtOkRD6v\nD6y2DLZGkehgH50StA/iM7AtJ/a5qjpFAujqhkRKdKOJN8Cj+1/FseEDvGbb/UTdKslEgb7cohgQ\nl8Cbh/KC1DF02t0l9WODKtIbsdaWPQ/VFQcx9Gp/d0oE3jNhR/dw9JPOJqjRUT0u0uEu5IdVv13D\nFSVkXLSS62vrxaKNpxlgIAHblbE5NYJMQK2j1qlcfcSwm4d6EUonwVmUuQwSvPPMwI18evKHmH5g\nhHw8yzHvWj58249w7ae+TtZULbzibClBrb0+ykiF64lnIHoDRFfzO9LuXknIRCFmSwRaUgnqsBW8\nD7itzSGOAyNpuG27WrEP2EuQj1KH1YUFtY9Y7fMEglob/9qhjVxKkITdAdtSIyg0Gz5mHBFO6pxW\nAVJzsP+0XOueOkUP0DMMiVHw48A74H93v4l/yP8ov3vN+8hGlhmZmqRvaVFcBibBm4PlCbAzLYJa\nf44E73YkuHedDy2HfKCkb0AFgqLFEbVB6f9n773j5MjrO+93VVfnnpw1oxx2tStt1sISFjBgMMln\nn42NceSMOXyYu/OLB8c743z243N42eeEHx7bGDjiYx8YeJHNLmyO2l2l1Uia0eTUM527uqqeP771\n66puzUgz0khqSb/369XSdHV11a/St6q/4fMlKKFeQtIOCgQl4h5w2p83CexAUnQGQmOM+fso4X8n\nI6XycfPKGWrV6b0b2NYG+9UNfzewjUCbQGWwOPg12+CuwMpzEF2CPn/npu6Cbw+9ht8686F6B97H\n7ngJ4z8xwP/44xe5TRvqq84N7frQaDSaawFtqDUajabF0YZ6A+gAi0ajuRrcUD5qRYPC5fmEjprx\nI3TN8pvqIxP5xzEjeBgYeERcB8PzCzFWE/6Bc+8AXlOJe2i6sZHxrkHDIprV4ZrxN8ww/XWr4Rrg\nReSFBTU3gutE8BwDx7XkvRs5v6ToagNb5e2FhtisN+S5UhZteE0zhQpsPP+9p+IBBueO1ZVlGM3C\nWGuM90pjcIHzClbd//X95f/hmBEco/GZzfRcLKeGebU3UgPcYIbaQ2JHKr6UBbaUkOjiWqgIfy8k\n9kDcEl3nwRchXwwSCW4CbtoL6dd387uv/SDjnSPcPnuYX3/oD+h7XIJNqGCiyvhQmRUqkyAsmF0F\nxmFxGrJ+sHMwDelOJCujWbozrBJXBLN27s8lx9/mCNBRQ4J8S/7yVJNEAwmUdfrvXYjHYXAE3Lyo\n7hkxsLZB4bUpsjfHKdtJ/vArv8ZXTr6RmcwAv13+bSKJGm/Nf4HbJj8k0qbTYPt9+ZJRSIRL9tXB\nqZdNyq6YJ6ioP5+58PxNsQAzC2MPwkBKAr71gz3nb7wHzMLyFMzOQ95pkMCQQKILRgSis7CrH7qH\nCOq0h5HjqDIq1L6/zD+31GFRhZc9Btw+AiN7kPMJpHS8i0D3FGSjcoik6TzUijBmQ8yDjL9T//g1\nv8i/pt4O3wi+dmj8CX7vk79EZvb45d0wzbq4oQw1NGZo2fhynxdSVPLLqq02oAs8W1L1wnr0HUB3\nG3h74xx7xe0c799Hx1iN9AJkzvgrU4Y5g4TtwzrQylqEZSiLUF2Ggq8hUVN6Dc36FOFx+htpuKs/\nXKkkj5pLkMYWljxV6Ygq/SwNkW4peWfZX38S2AUrByzKB+Pki0ke++g9nDq6C3rgubnbIQW3l58T\nS1sESiICVPHAXc2whZ+4vUDupNb00Wqo7fKAig2FOXAKBCpC6g6d8/+eh+oM5BbEdisjHc7gMYFY\nAUZUSb26Ujqb9pe6GVxm1GEJyxF0pSDdjhhnCKQIwmXjSiqgjByDMhQ8Ob3U6ffcwH5ORXc0rK+n\nuMh9px9lrKy1N1oB7aPWaDSaFkcb6lZDuwQ1m40+p655bjjXh0J5F7wq8htb/e5Vvy/DqFK8LYgL\nxIY909BnQckvDOm9G57ZdT9/P/lejn3sICuxdh5NvZx37foI//WeP+G2pcNBQUeGRreH+u2+jPgS\nF8CtwtQKjNviXgXwjsBwDHo7/PHUCNTuQi4a+sGaAmulcTNUwY8JLORg/CT0b4F4N+cqrqn3EX9a\nhqA00d8Xn5n5Ub5efA21isWZ2Z3gwLbO07z3wJ+TyhTZ/9wx7Kfh2CQUFkXL2wZqTmifQrBf1DHI\ng5sN+hCqep/zBRNLBLVJC8DQPI0FLxPygefB3DScysNJxLetPARhD5gqKnFysGUMev2D0OFCJhVa\ndlU2JeW/lEJilfUpK64XEzkEEaAvDnd0QdsAUoyj/OftBC4r/I2qAktgnwZ3HCo1yFUavTXvefgj\nDLysxL/9wP38x4c/Qldxif6ZM0x8A55ZkDCG7l94dbmhDbWL76MOV+et9htDXewd8rlZgf526Fd6\nxgA3wb8O7eNTEz8KY4ADp3a0cergHt6+41PcljgcOPsSnNtsVamo+/qpbhWyZZh3RCkUIDMNnX3Q\nWyLwvyp/sjLUFtAuQvDNm6KK9kzE7704Bz05Gq1hc//CsJ5p1J/PDzY+sXKIzy78qHzft3g9qXl+\ncPjTdLUvET9u44zDRBay+aAq23VD6yK0LmUpK+CGehCu54FQHYYyUoTn5BELo9azhOxID3LLMFeB\naQK3dTMRxPDaZXDKUskHEO+FzLK/zwxZsYo3q1c4LrpZqCBiFOi0YEc7YpjbCWIfSRqvaOWfLoI7\nD86MxCbKtcZ446tOPsjEfXs4etce3n7kk4wwyUoJTj8rvQvnN3lbNBtHuz40Go2mxdGGWqPRaFoc\nbag1Go2mxblhfdTg+yad0AvWlkBT/l/L/6JSmPO/d6xrH6PRXeJn9mXm0k6ebenTZNry4gxVfuBw\n11YQ57Et3yuvgL0EtRoUauJzVe7QCmBXkKBjP0GvKkLLCy13tVTlGnXXKlUPXJVQHpZSbR6fSuK1\nCPz1MRiKTbCf53CrJmNbttPRsczNw0dIjFewkg61CZdcFoqObIfK//VClX/1gUHdseuWoJYH2914\nQE7tympRJFUNQyRTKwWoVmRVy26gtrcWKrjoHxZUXLatAPayBJQNfx8ZUUimIFYEq7Z5qdXhQxsj\n6Bkct5DIogpqhmcMJ53b1HtD5m0oOVDyJE6RJ/A9d89D+5E5drlHqJ2uUsxDfkFc+pvta9dcHDes\noa5nfah24qoxaajDdB2VTqDC7i5wu/+/n7Hwuy/5NT4z+UNwFjGkDuwZPsZv7P119kWOygU16S8v\nXNUGQcbHGEwdhoXTUPPglCNJIIXQ1/pmgSeRaH/4phLqlq7erhZMzBNc+EseOMuIFeoILQfOrXpM\nEGSqJIAe+MEdn+buroco1ZL8Fr/DK3u/xQfa/4Chf1wgUnQYOwaPPglTNbnJxP0x2A5Bo1UQC+T5\ngwMq47ByFJbsjXe+riFFLAsv+mXvQMyEMRemHVnNjCebXGVtY+0S9INV8tUAzilIGtCzN9hX0S4Y\n2Q4TVVj0I79FLi1LQiXwQNDEdsSf1pUG9iIyrL0EqSbq3FQrXgGmgNNwIgsT5aDi8yzBTdD9Otzy\n7a+wN/JNinaJMQ8mXHgI3RG8VbhhDXWd9WhQhJ9WlWa0erL2r6ailaJkpgJxfxcinkM6kicScRrT\n/tbSZHDArYFTCzXhDQ3PxdemWCsVIrTc8zUOCD/QeuEn2/AMa20/1EumY1aFdKyAYbiYcZdYsko6\nXsAsu5hl8Mryy0BtQ73wsnn5zWIeLnjOxmRYmhfnKh0PwDPlxlfzgl8V6zVAatxqfsf1M4XU4Ax5\nso5E5H8zmLwpqOOobrwR/Cf5cBPktVamBu5IM2PVy7d5Hzg2WLaN5T8/h/vgaloD7aPWaDSaFkcb\n6hbjkovIdBWaRnPdoQ21RqPRtDjaR62ccSq8rZx34UBdFOiF/K4EFSuK4XnEClXRmjblEfZ1I19i\nPtHF4y9/Cd+3/fN0xZfY2TPK3slTpKeLEigLL7OKBDFBKhHPgHMElrIS/3GQYroygS+xhvgalbJe\nPRWgnQ1TQ7IA3BnwxkNuzgEksKgCVCrTxSRwMpeAcRjw5knPl6i5Fh8o/DFbj54mNlfk5EMebglm\nFiWepQof65uvlOxUAFdFGf2IXaEMs15dcXRDqPaAJ5HKQwPpz7joBZkbqhhzPX7qZmW9c8bjNz4m\nCQlL4s2+QN8loZJrQAKJ2y0YGYBYFOIDSMNEJSWgdqyHbJiKfM5CaQymTsK8n3ik4rjh7TglszaQ\n48ZlBzDYBm09wbRKEZZmZV/lr8KYtKEOBVyAIIIXNqoW0A/FkTj59iQGLmk8Yi6YfmTsPvMBTjq7\neeGuA3zv67/Ijs7TdK8ssWN0AmMOMaxh+UmbIJ1jCZgE+yQs50Tbw0EMSzg9qt7b1kGsmCodvwhR\nCQeouOAuIHcGNbYojWdFjCCSpTqW14Bp6HWz9C5nwYU9pb+HM5B9EsaekjTCLHJSK8NQN4wlgpQK\nCKymX2JfqophXa8xbd6uAlL6XD+EXmPD9Y3ocKj7ogqsrWqofWMds0Ta2+XSf6qqRCMDuQ8PWzA4\nCDE/44YO5K6QIDheSrZWWdkFqE7B2TFYcoIG683ZLmcvcazXG8PAgTQMDQfTcotwZhZmuDqGWrs+\nNBqNpsXRhlqj0WhaHG2oNRqNpsW5YX3U9crEGkH5GQSO4LATz4+0zTt9TFf7MDyPZLVIh7VMOiYe\nqwJpzKhDZ2YJ03RxMfAMY/ViBFVF4ftonSJU81BwA7/san0C60UsRtNLLTNUOLKe9lU1IO9CogKm\n73iLlyBSoVGCVDmKVWRTfdmXNvVcsOehNg/lHES9QG46TRCHTCBVzxH1gdKjtgj6RHJpxS5q25p9\nye4q09ZLuMtZxIKIig2ol1/hosZ8qRmSqp5FBROjJkRjYPhBy7pfWg0qXDCknNBI1a1TAdtrLKC6\nkVHnZTQKppJKCJfhA6kEFIfbODXSRZwqJi5VU2k3XB1uWENdQ2J4tgqmqb5zvQSZDhAYwgh8eOm9\nfHbp30MNzJMur9zxDV5287f95Vm0jWT5gb5PkkoWqRDHNqJBMC6Mh0R2JuRt4TBMPg5HyzDlSrBi\nNWMTBSLhqzhKEDELB0VrfmUejfHL8PJsJGD3UAF6T0LbGZm+Lwvdewka8aoegRUk6lTwB6cyNgwx\nrFPPwsQilCuw05Zhlf3FhOWnu03oOgi8FDjof7AInAj2h7McCNVv1Oip+1+zRoW3xt/rIUrQ+7er\nDzq2I1e7Ss1wgBi4kfX1eDwf6tC2IQk4AMMp2DIM1q3IDS4N9BGU9KsdXEUiuOPytnYc8idh0pVd\nXGqa/UakHTgEbB2Btm5kZx9A9qlP/CB8fv/38Jfb38vNHCVJmW1fO8L3PvAPV2XMcAMb6voTtVLe\nCYsSrXEmLzi9jLvbZd4C3FQdIGcEuXFm1KEjmsXAxcO88BO1v063JCJCqh9ruMdtM2s+UYeXHfry\n+UqZHaTRabIK0WowlnqKhJpJpT1UEOvr+v/7VsmryRN1ORuIL0X9IYQF6qP++0iCxifqJo0Kz730\nJ+rNrPtR90ZoeqIOl2+HdvSlrDtcMq6yPixTngBVGmC9C09z+bg6r/y7lFeRBhQ2+mlaYSKnXkcU\nOhLI00MnwZ0YYBBKwxnGhkfoYpEUJdp7Jldb3BVD+6g1Go2mxblhn6gVngeuB2az5Kb6P/TEEsHB\nMqT3Uo0IrmdSc6z6fDVfH7SGhU2UmhfFNUwwvUY5uwgYETAsfyVRkeI0PSnOiPg+5ogXuITrbJLa\nT3gzw24W1xO3iameqN3g5Tn+LxD13n/0d135nhIjMvzHT88wsc0IllfDxBMxIRNsy8IwIWLISgzT\nq0uGtjrG+X7JbNY6aHxgN5uf3tdarzqQbuPb6xGTQGb2vApkTSi3tBM1saNm4D4M1U14pkHNsDA8\nD8utYXk2lnN1dQRvWEPtIHUBR5bAHYUdqvjiAOLIUj6r0Mn//T2fZWfqGKVKkn88/i6eOHEvozN7\nZL4R8NrkbElSxsRlf+wFGPkzzB4HQwlB46vq2Xl6ilK/lniuzM5HS/TNg/0iuIuiojd1WvzWY+GB\nq4KHcCEKob/9Ey5GY//c1bY/T12uuO6FqI7D3jzsHvUnDAEdooQ3fRSKy/LdZVfcJrYnN7vFgvx6\n3N4LXa8HKw5P7X45f/+Sd/Dfzv4PtlXGMCIQTcJvZH4DY6vHD+z6FADbxqbozy7Ux6bcUq1CjKD4\nM9aGaIG341/xBILVlc1ZXxrYFoVDnbKKxBBwM3LcldxsCjneqjkzSKXUOHUf9dkFeK4qIbDrSQlv\nC3BLFPp3QDSOFP/sXd93VevTL7/hTRzbt192cBsNlnC0bSfH0vvozC/zc1/7e4ZXJuCZwlWV0blh\nDbVy5S3bUAw3QvVF/895UvFgJDaOm3LJRTIkjRKT+a0sFXtlnqaDDfLEOJfqJpJ2Gm74FjY1DNJ+\nCVmiZpNZgcwkcsE7ULPBi9SvudBCCaLUzT7SkCNrNT3qMMoYhl3RAItFyQSpR+NUsKwMpXkoZOWj\nJcQAVPxl5RADk4pDfBtEUrByoI/nX3033vE06ZI/9jQ8XzqI1+Xy6q6vANC/vBDcKdh8H/OlYhJk\nYJhRgi6zYaH+cIPkSyQCpEzojftPjRnEusSRu0a4ejR8V1N3Xb/Cs1iFrLupQ2sJksCACdvaIJ5E\nEgB2bmwZ0we28MKBm1f97FkOsEAv24tn2DNxkl2LZ8jNwJlLHfgloH3UGo1G0+JoQ63RaDQtjjbU\nGo1G0+LcsD5qVVxXBApVaSoLYC2DtUKQAOw3cmUBujNZXMOgVEvy2qGvsrNjlLLp64H2Ir7EEO3W\nMg/mX4WJixlxMCxxJsYiVTojWQaZklhGR5H0rjL5zgxu2oAsWHaVfSOPsG1qmYivhtYdh+7t4Nxh\nkNubxklEcKMmlfY4pi2pF2bZI2ZWiNfKDDk2hWn5bpbADd+MSiUHyeWedWDUL2ixlsCois98piou\n/BpSQKHyvg3EhdrTB5Wd3Xyu9mpqpRgPn7yX5X/p5kvTb+Jw5fa6f30iMoy31eObtdcCkFmpss2Z\nqvtaPXeVbJerhIrPqqQAsykWECTkS+bLxRS8hMMMMeQ0SseRqBlI5UsXgW/cIsjuCAcTV6C0CMv+\ngV4qN6S7X3XakJRlgGQGYp2hCRtgIA1mf5Jv7H8p5WRaFrwDusgSW2eXze6VJe577pFVPxthklyx\nje7xebynCiyvwNKUxIvKq37j8nPDGmoXMTrzwHwBln3J0bZBsPoIokfKYL8Iu8wxdlXGcEyDPbed\n4HRiGzMMrrmOp4t38ttTvw0YRBJlohmpDUsminRFlhhgDoD4SBlvxOAku6n5h6TbXuTjJ36G+55a\nFnFlkJvBTVC53WK8c5CylaBMnEW6iWJj4mFh0/2WRbYPTHKwatPlG+oXWNtQq156IIkDJRsmfMud\nWhEjpVRJVV1KlkAu0wJuAfbsh9Ov3M17Fj/MktcNzwJPwgf5o8YVDgP3wJP3HQJgqHOB+yqP1gfh\nuK3T/TqCGE9VUW82pXLVd4jfl1AF7jZiGM3QS1Uk9rcBdyDWuw/YShDAVNK2KniodDcnIXsKnvOj\nXtNIwHejDYIvF0PIJgEMDUDXbaEJG2EbjN3Vw+/s+zVGEyqK6HE7z9K95lneyPs++ze882ufXnuG\ncag+CWMvSFPgSWB1s35l0K4PjUajaXG0odZoNJoWRxtqjUajaXG0odZoNJoW54YNJipqSB+0Z/z3\nI6OwpQadKkDTj0Tf00hnyxkwTY/uMzni0VNsN6aChXnIra8fsOAm4xQHreMst6WIWDZpTyKW0Rcc\n4hM2iZLEkE1cSEF+T4b/Z8tP8XDbveQiGX535IPsS5+g704JOlZjMfJtGZYyXYxVh6lUYtScGMVi\nO6YvtmFGaqQyK2y5b5r7Yt/l7cMfA6Ddhv3riNAp1TYVS61rI5iNqn5VpHTc88AwoW8PfIV/z0fG\n30X+kSWo5iTQFY7tGHEwByBjcHfXo3zfqz4PwKHxRyTaOecfk0JQ8Xi1SQD9EbjJr8dvixNodIe0\nqBv0oTdABAkgqoSOPcD2Yei9FYm+QWOzYQgaQ+aQk9ffb/ZpyC8EjWpV5SjAPqQCPWJB7whEdyJB\nyitIOOvjO/e/iuN37r+orI/FVDcvdu5mJtoPwIHC87x/6q/oPJklunKBk7wInILuh0cZH5fg7xGC\n9qV1SuAuSXWnitteTW54Q+0iQXN1cmey0GMhGRYg4f4uZE9lgYJcl8nlKkmr2nhxqqa4frPTkeg0\nt7YdZSbZQcSs0VGW08Gcg8hxGrtktgOd8OXe1wFgmzEeaH85Z9uH2OGrfZRIsEQX0+4gk4UhbDeG\nU7WwCxlwDPAMjIhDLJajf+s07V6Odv8+0l6GkYvVogjrfIZROXQR4BCMntnPN154NZw6BZVV1DqM\ntChPlQ22JCe4f8e3ANgyf1ZScHzBZLfaOillFpA2ode/c9XF5pvFu9YSTToPKoEjjpRFx5DTrrsN\n0n1Inp7hf6hS8kB2jupiv4LkSgJuFqqlegV5Q3PgXkQb3DJhexfEdwLbNzbezeTsfTt45K5DF/Xd\nCbZwnH319/32HG9d+hK8CCys/T1AruEn4ezzsDIvu/A4V7MlwPrQrg+NRqNpcbSh1mg0mhZHG2qN\nRqNpcbSPGnH5qWDBMjBfBcv3+yXjkOrwPzQJAobKqRimhPidJ2nouViL2hRdl7JqOnoUnNPglIKv\nRlMSV9mzcpz7ex8U32Q7DFrTDDADQDUSJ5fMsJDuYdwcpmLGqHkxSsn2eqTPjLjEonmGvQl643M8\nvvVOACJ2Dat6kSrPzWXTCl+r24sY5HoynM5tE/3J4TRUxaFqRly6ts1jxW2qWVh6BmI3l2CXy4qv\n8pxvT1HeGiVxkwSCMiswsgTtfkOCq0mbBV2d1ANv5b0x7H1xnEFx2ps1h1iHTbJUoS3iMTDpu+2r\nUL6AtqhhyG5tT0DMkia2yQ6D6q4YS3vj2NstX5DakApZzw8Y1zwinQ6x7gqxqE005u/rGmQyMOyf\nzF0uFP0xdCPxcDdp8eJd23H3xyXofZVIVkocGH3+or47xDSDzmy9ufL+7PPkj8HSMaiuXODLBWBJ\nrnElgXAtaHUbntcKIZsL8yHDuGwDVWXCIJH3LoLerjsGYe8eYAdS+tzuz3QICWOHL8Yx4EkkCm8j\nUflRODEKYytSro4/eZnGWGIncD+wY59BhyphvwuJ+INc/W3ALqjcFuPo8E5K0QQV4izQU1+OiUuK\nIvuqJzjp7eL34r8KQIY87VzoLL44HCye4SATJ3eQe6wbvku9BjzeVuLV7/sKXVsXmf23Qb713mgK\nnQAAIABJREFUljcw8PEx7nnbo9xnPATAHd7T3D7zHFselkiQl0WyGSo07t/m/oAbmRaevt5pAB3g\n7gf3Xnk7mRhgMj5I3hBhlyRFepxFduYmiD9Vg9P+suZoTBVYaz0RYBvQDm4CSvdaTHUMMGUMsWR0\n+V8x8DAkOwiIYpMhzwDT9J9epGtUwofePBIsC0cTy43rXujo5g9/7L8w0Te0ad2CLob/8IWP8uqn\nH7j441gCngCKkF+C8Rc8HgD/keY8eOcu7mrzIc+74JG44Z+oV2NDB/F8uzjc58o7d/IqvQkwXA/T\nO/9MJi4GHqYhl7BcwDIQ9ZmBK8kJhul/Vea8HLgYuPVmvkZDayTDMDBMSeGrr77+uVF/74We2lXL\nrjWf5ENfvazT/OlGaByeKa2agi+Ftldtp8faY29eT/N3TfAMo2EdXuhlNCwktL/xvx9eb/MY/HV5\npoFnXm2vp4fpNV0U586y1lcbckUN/+9WazixmVzto6W5zrleLxxNa3G9n2f6idrHDf1fIygUKNag\nUIJkHgwbDP/OXY1ZLBndLFckY78ruUh7MkciWZGf/WWoVaBQhoIrv0DVMms0/qJX680DS1WolQj6\nXYXy960SxFMQ6fNIxKoQl+KbqhWk65ueR8ItE606pJwSW42zAKQiBTLmOWn9m4KDyQrtpFdsCtUO\nOav8p0orVqPmWqzY7RQjaRiBmhclX8wwHxeXzbQ5SE9kCS8tVSWG42HYbiDPd8VQT67yt4uJ0xah\nljKx/WeaGaefGbuPkim9w5JGkRJJLNMkkapgtssJYtQ8qK41eHkE9jBwIiZOu4WbNvDiBgVizNT6\nmaWfFd/vpcZkRhwMPKKGTZuZwcWkFo1TSPn5+RW/Akk1y6xyjnReLtVGVy4rTZevNCr/G4jNlCjM\n11PnN04ZcTKXpSglz7Xha75YtI/aJ/yLVGkCA3REYHsc7mmD5OvA3Ae1hMmZH9nC3y2/h/994p0A\n/Ozdf8XbzM9z8Mmj8BFgBmZy8MBJyNqw4gUnpZISDm+QiRSfWVaoqEI1sPXpM+GWbrhjD1RfEcVr\nM/CSBu5AaCYHjBWXqF2jtmKRnZIbidHuYnZcvl1YJUbNtvCqZkO/xYXOHt7zyr/gWOdNOMsW5Wcz\nRCI1kjtyZG6WssX+xCzDkUkGylJ2FHOrJJzyFX9M8jAok8AlQo0IRVIsmV0smx0UDNG7LZXTVOw4\nZkLMQipepDu5yKA3Q3tlmXhNbsdxp4rprR5NdKUnOzUslo0OFqxeikYSF5Os206x2EGllMJ1gyoj\nI+IS7chjmC7xaIXO5DJ9zNJpL5OqiTM87paxnNq5LeZDtBdyvOPrn6F3+UKVIZeBCcBvmlw6kmNs\nosITF7ssj3r5quuKXnqZa7M3pPZRb4Dw+RwW0i87UCqDG6Hhlm1bFvNGD6drooe7GOmiEo/J04z/\n5FCrQN4X269wfo1lFz8GFBaHbqpbTSAFf0Y7xBdtGWgVCeerQ11DouE2RLMOyXk/vGJz5QyfutFY\nkLKKOK5FwclAxIB+cOajlMopav54TM/FijiQlo2IUyZ5FYp2PaBIqm6o82SYp5clu4tCVW7dFTdB\nzYkScaoYBiS9IlUjhmcYlJIJEpQBjzhVIquYDXGvijO5SpQsncwwQJE0jmuyVOikXGvDsRO+1fG9\n0q5D1ElhGi5xt0LNL/KvRuMko7KvEpSIXuC50jVN2gsr9GfnzzvfZWEO8CtlJ+ehlJXYp+bCaB+1\nRqPRtDjaUGs0Gk2Low21RtOyXMVEZ01LoX3Uq+ASZGiYQM6Dig2JFJg9UDESfP4b/46nX7xTpLeA\nR5+6j8rOFI90Heftez5FX/888UkYGpXg9EXWBDZgAmZYh1Q1Og2juvaeheXTcMbvn1dJQjm5CYO4\nAAbiisaAviQMbCnwruG/Z6o8SCUaZ3Z7H26fQaKtRDoummU9S1l6F5fIZKUEKOLViHpNHn0Tkf1M\nNE4mRyB9eMmDN7BTUdyIgZM0KW+NMR4bYd7spRBNA+Ckohhxj4wlxUMdlRwDs3Nk5vIk7RKWJz5i\ni1o9f6RxHeDFTDwT3ESE0kCCs+1D5GIZHCNCNtZJuS2FG4/Wg5EWNRJmia7EHBHDIZqzaT9aJF0p\nkHArWH70w6JGZK0zbRYoQKJQwvlGnueX66J7V44l6lVfuYL0dNSsD22oVyFsqB1g2YNyFdrSQD9U\nynE+9aUf4/GHD4lGNfAgr+bBV76akZ8c59U3f4s+b57EEdj6VZllM1KHDPyiBtUZPcbqhroKnIal\np+DJ0zI5y5UJ3CjZTgM40AZ79hR4/8H/BTXI9rTx7G03UYtYtJGjx9ek7FlYoePZYn1f1tNiwlhI\nNWhX0/Rx4PAmDr5fNsDthmofnLB2M2UNUYr4XY5jEuzsY076zi4vsvXFGRlDgQsHbA2kwjSKlKPe\nBaPxYbKxdhzDJBvvpBKP42ISxZYKckp0ellG3LPEsLEmXVIPORI0Xu+J9TQwC3YFzjwPT5fgxEb3\nj+aqoV0fGo1G0+JoQ63RaDQtjjbUGs2VRscINRtE+6gvQFhXKW+lKMRiZN1OHDcCrk1DGUvNwi0b\nLMfbWTQ6qcZsVunGdtE0axmdD9f1X6HtuBKYBPUuJuC5QBWMChgVj2i5hmF4WI6DWZPROcse5Ty4\nSvUt5KNWrQgNC8wqlL0EJUsiiplqAati4xYvvp4nvCsNEyIFkQrw4kAeIqZLLGZTC9ViRz0by/H7\nkOVcqjlwCuAVzz8IA1/aNCLbY1gQyUGk6BKJ1DCMCFHDxjVMPM8k6vpBQq9GxHHwKh6O5+FloaTW\nt14fdRWwwa5JZfu1WMF3I6MN9QVwkMrCrAsf3vduHn3la7BXopz86E5Yfhp4Kpj5xM0sfuEQH/zt\n3yW9PcdN7U/xHn5z08ZiAZEoUt8eRSxi828iv7R2YRqmpiUpAs6RfLgsqKH1+8PqtpHUgoeBDkh3\nFDlw9jhe2SByysE6Jlbm2KTLyVlYVHrdIUNyC9Jb2IzBYBU++5bv56N3vwOAX/nGH3H31x7k7Jfk\nKIRlY9eDKttXaqMpYLsFKRMSPTD0KOzYN8lw3xxu3N/RNpjLLtaYjH3heI2HH4MzJdGfXstOW/66\n0kBfBOIGpDOwdy8MHpqnd2gJIuB0WbimARUwlmVp5rKHc6bG9BM2tZLHSsXjzLJoTTvrvTsVZeye\nB5XKZj4+aK4E2lCvAyXUdCY9wrPdB3ENk2ItCXYO6RLgUxikOhflaPteov020c7NzbMw8NPz1CNr\nSE60jv/4b1egUg3SAq/EE5Rqxp3whxh1kUfdLOCAZbu0zRTFSowCz8n3KrMwt1xvpo0TGu8wInpv\nxqUr9Izbz7PpgwBkqx04C1CcFB3ijTYoNRHjrDIeM0inbgMwVsDYCqlMBbyKzAhyx1tAdKeBhZOw\nfELWX2Tt/Rz119WOZMUkkF6/XgTiQzZxww66m0eQpwOVPzcP5RfBfgqqhaAZc47rW4hIE6B91BqN\nRtPiaEN9DaFjUBrNjYl2fWyA//DoP/Ijia+Rc9v476/7XU4YB+DhwWCGwU669y3xm9/+HbY/c4bk\ns5cuJRlu0hEFInGkUCLO2pWJJXBq8is9XLhzObGQrmHb4nD7EFgRSHYibaa2+uO1kEFNwdw4jPte\nozG/f536Ge8hboL9wE2HoH8XlIwkvxn7db70nTexdEya/f3F/p/n1KEu7v/nf7qoMSsftYm4PPaa\nMLwVEgmIdIE5ghSnGDQ21TyDFLh4UJ4Tz06Vc90eyqUC4pveasKtCWjfAlYCohkwbwIGCXwwpr8j\n8tSV5pgEexQmbdlPOf/jy31MNa2DNtQb4PbJw3QePcxipIv/efMHYds+eDrUIbQDEt3jvGrsQW6N\nvkB+TNooXgphQ23ia1Un8COLrO6jtiXjI+zrvdw+amX0OiIw2CnNWulFmk92IzcVDxlUHoorMONH\ntFY4t0dAFKkY79kC7bcArsW3F1/D4bN3gPRC4PG772Zk6Dnuv4Rxq92YBgYM6OyAeBviTG4naKap\nrGLJH/CcDNjJra2DrMIJ+IvpMGCrBfFuiGQQp/igv/IoQczBz5SpR0ez4p/POTLJjwtqbiC060Oj\n0WhaHG2oNRqNpsXRhlqj0WhaHO2jXgc2krfaPQPWi1C1bO6NPkx3YhHulHmeT+3Haq/xcvO7mGfz\n5B1YnhQpx8p5ln0hwn7OJBBX6nnSzSm41Tb1yVtNgG6zCadyx4A2E7oSYGYIEpPTBCp/ftfg2gpU\n80F8brVAnOJY/15KuwYpOilWim0NztlbZo5y8+zxDY0VghhsHAmARoCMBYl2MNuQAGKGoElsmaDh\n5SJUFmGpLFWXS7XVe/Ca/marRfRGoCcFkU4wukP7JkFjUNiRfUSRuhpfoQRzFSh7svk6d/rGQxvq\ndVBAiuvc78KO70LEyvN/3/p+kj8M/LjM8+7df0HHqRV+/+O/yvgXYWxWjPS3L3HdUQIJ5gGgW3Xe\nVVkfylCHo4aulAlfyg1iPahAnInE3fYk4EAPGNv8salgorrT+EUcxWOQHatLE7PC2mP9m5e+iy+/\n84fxyiaLfz4UlFoCv/DgX/PGo/9b9Utd11gNJGmmw38N+NM726B7L7Ab2b8pf/w2MtAJf0GjsHQc\nvj0rxnnFfzXfaBL+etr99/ekYMcgsBOM2/wPoshNIekPwkNONrU+PxI9MQ2PLUmdTbifp+bGQRvq\ni8ADDO9c3Q3D8OTtJgtrrJk/3QKJ1c1DMC74wUWswVhVgh8Db0OLNZr+X3P6ahWfig0eW2ONv89Z\nqdG07Kb1XOGG7JoWQ/uoNRqNpsXRhlqj0WhaHG2oNRqNpsXRPuoNcAqJ8xgOHD0LW/8Fhp6Qz17X\n/gliuSpnX4RnclJBVjrPstZDDAl4dfrvewYgtQUJdtWFmv0PlWi2g6QFuEEhoPp4s0kQxMH2AgNt\nSKVdlz++GBIcU6V7eeAkTOdh0gukNs8XHPvhZz7H93zhaUpGgr+89+fZ3XOK7z3+dQD2PPs4J1+A\nZzl3Xzc/gah+wAawHdjSDR2DkEqLRnSsHQl8DhNkYhhAESqnofiYLGd2Bc4sS59Wv1qfmv+3Sm4x\nkDjkzg4Y8Xs89g76yx9B6tXj/o6LETTpdJAFn4XcKIz6PSSnilK5XqKx2lRz46AN9QaY8194wCLU\nFiHpX8C38R0gUMBcucR1GYitSCPGGiDTJeXHdR1RMzSzS6Ox9i3z5byoY0hyRAQp9+5IIneVNHJm\nKW0P1YR1BZiGbEn0MdajQ3LfmUfpevJRcrEM/+edb+alxnd5z8TfAnB2DJ45LdIbzYQzF/HHqIxo\nH7A1A53KaCox6j7/fSy0kArU5qDgZwFOIutTN5lqaPxK4tVAkjqGUrBnwP9wK6J7MkRwd1OplspI\n28jNbAHK03DG766eRbL1Kuig4o2Kdn1oNBpNi6MNtUaj0bQ42lBfD+jfw9cd+pBqwmgf9SUQ7pak\nUO7GzcAEkhFo92+n0QSBrnNzwYTyT/sl5J63eRe7RSDLrFZpElRAR4BoO5jKP62CnDXwyuDMA1Wo\nFaQpa9ERd+z5/OcOEkArZCExCdWow/DhUTomZin5OtYrJXF9d63yfXUcVD/EJLLrTCAeh0iaoFTc\nDM1AaGA1oCBtzZTiaIlGv3R4GyIE1Y+ZREguldDOCpdzmshBqiE7xJYVlIqQqwQ+6QvtK831jzbU\nl8BpYLxpmrruLhUDsRs7UnBbm0yztiFZCeGsD4XK9rARo+huXqlxN3AfEmNT9iVlwqIHeQ8iFvTe\nDcmbkc62yqIvgncSCk+IbnPWhcM2zDmNwcTVKACPALWHYMdj4FHiZz/2O0RdmzF/w56oyP5eTY/6\nOSSwG0Him70EN5stQ5C+GTiIWHklqBL1V+x37CYLHIPsWXjeX+6Mv9ywtAoEN4MMYBpw6w4YPIiU\npOOvRzVMVBkl6mTJhtY7BmdOwvNnJXDp9yq+5AwizbWNNtSXgMPl7bJhABETYkorozklL1yT3Gw5\nNhETsS8xgofBBEE6mgmYUTCUEQrnBNryVO2VwfWg4q4vxcxD7FatCo7fnTxdFKEPtfiqP574uV9v\neGhVnVaUfTQjYKoJzU+44QH4Nz/XCW6+tTXGrqrO6+uzwIoSZJCorvHhGdWC1K8hv4uyUwPbvbKN\niTWtjfZRazQaTYujn6ivNZoFg3yfdD1/2n8q89zNebiOIE/0kTgUEm04ZpQoDkkvR6TqYjni+jDC\n0quhMXm+P9r2At+ucqWvB5tADrUZE2n5ZcQNVhJtOIZF1LVpL+eIVyHhyPgTJsRMsEwpbjGbn24V\n/r6jBp4NTgncKthO48PvaqiH5LqfWr0J57qH16f2Uchl5dlQs4P1qVk0Gm2oWx0VDQP5+RwufwO5\n0MtIVLOMRL1ehNKyFElcKnuAA1tg65sNfvWN/xdPjtzF9vIZ/uDMb7D16DzurIwl0YEUiyQQ56oD\nZMGehsMVWHbFzzqF+FzX68c/zuoFLQC7gL27oe1NnfzBG3+D0Z4d3DF5mN/70ofo/ZZDbUIMZqQN\nokPSsBb8sW5BilzUDaZCvSCHsmhOT38HJnMwWZaCQVjdr65cQYOIbKppQGIQKW7p9mcKRzNVQVIV\nOW6n5f9qBV54Gk4uSAWsKqrRxlqjDXWrE34Ka34qU7gEWQO+6Lxb2xzfZhLoSEBiCCYO7OTo7oN4\nxTheKkqyRHAGKWdxhAZ/q1eBvCsZHBXkXqJKrtdDkbVvOFGgLQnWiMX4bXs4Mbif/u488WcM0ikC\n/3McjHYCo5kiMJph33TVH2AZ3DyUZ2HFlnufurGstU9Vo4AU/r1VdQ1QPmr1dN30i4Mqcgcrih8/\nvwLFqs700DSifdQajUbT4mhDrdFoNC2ONtSa9WG0REMZjeaGRPuoW5xSBZZ8Kb60K9kLDbnUyj89\nAyyDnYe5LCxVxf15MbQjBSIAQ1thcddWvlh4Eycf2UvpeIZpc5h/iv04b2v/PPuNo+JvVRUsy0hA\nrgaFOZhchrwjrl/ld72U4FgXQSXiwC44u3Uf315+KxNPbKPY3saZ2k4+dseP8NpvfpMR/BJG1WdS\n6cWqBra+Op6SM3VXIHdKmu8WcjDhilpijiDzZLUgqGru294B3WkJYEY7kQhjOOtD+aVtJKBYBOak\nCXJ5Fio1WKwFtS8bRdXsqItanSbKFR72eSv3vUKJ9+nGua2JNtQtTq4oesQAIzVJR2v4HaS0jEeB\nKaiU4dgUTNkXX83WC9zj/z1wAB654wDvXfxr+Jys68Wubn75zX9Iz+Ai+7cdlav7eSTbYwo4CdRg\naQ6OzknGhMr0uNQCoSHggP/38F3wud0v44OzfwRfkGnP7svwy+//Lf7h4+8WQ62qdbqQtAz8v2P+\nYEqIAc2BNw9zT0FxVu43R5H/L2Q0TfxeuAMwMoJYxwHk5hANzaTS/8oENfKnYfYYLE7LPppE9tfF\nGOqov8qM/16dKlXZvIZK1RRB02T8IeVoUMjVtBDa9aHRaDQtjjbUGo1G0+JoQ63RaDQtjvZRX8t4\nTX9eJueiZ4TyPZpXtNoYrlDts6zm3FwUw5OpntdYsW14NE4IFtK0zIvDCP9xoRQZ77xvL239q0zT\nGTvXNtpQtzidbbDNlzlNhOVNlUWxkSjQAjAHdg2m3SCAd6n8490/xj+/7Gfgo0hmSQH6ozP81MG/\n4x730aAf4hxkH4Xpw9K81vUgXZWmtz0E1YgOEndc2ISx/cUr/iOf3/FO+HIw7daZI/zhJz7AnhPP\nsJwD14RiETq3QtsWgjSIErKT5v33K+COwVRJqrpLMukcqVjVjzblv1dxyj1Abw+ww19HP4E2N0hE\nz68aZcZ/nwVOQaEgf6qsGKXyp46f6sWYpFENsJk2YEtCmuoCGBG5ObklOFmAbGhjRjphQEUdbTiT\nh8OFIM6paS20oW5xYjHIpP036gqG4BFMpXup0mcHSt656VgXy4ne3RweuDUory5BolbiYNcz9BTm\nJHPBk8+qc7B8VrLzHCRDY7s/5PDF/+ImjAvg+YH9HO3b1zCts5TlVaMPkF+pUa3JegtVSJdpfFyu\nybbUUx2WwVuRpgZ5gnTC5iddA7lo4v7fSSSdsRtIJAjS/lSTAGWoVY6c0mOp+OvOy821SnAzizSt\nVxnmcE/j1aRd24DuCAyru4hakANLpcbzoS8Gw8pQl2Gl0nh6aVoL7aPWaDSaFkcbao1mFXQusaaV\n0IZao9FoWhzto25hLKRtVN0hqXphQaNUZg0KtrStyrvgbGJj21tnjnAo+wRfOfBmbtv+FN32IoP9\n04xUJklOl2FCBO8Lp2FxSdyufuyTtg4wtsV4ets9LMXb6Ckucu/Y4wyOeRTzEkC7FO6aeIbpgZt5\n6sDdHBp/gvZKjv2Vw+SPeEzkJRho4ncHqxGUixeAPNRmIHcWvBrUipBbhoLT6C9uxkJ80iMR3xWd\ngM4MpNIQ6SPQObVobKCpGgQoH3VR+kiWi2A58jUP2BGFnAs5J1BIjQFtBgwkIWqA6TdBoEbQrQBI\nRaE9XCqvru4EtMdpKHdM9hA03i1CpHTlfdRJAuXZMCqYqwnQhrpFUc1townAj+KTJrh6lWiGb4Bm\nC5DPBzoRm2Wof/Tpz7BzV4Gv/sT38a6hv+UlqYdJlsrcfHyU+FM2nJQuKNNfhxNTcpHdiVz0HTsg\n8hNtfPidv8Lzg7dw3+mHedvHfgbjo1U4Bk9e4th+7uGPsHXPMr//kx/gTz/+n7l15iiFUTjzafiO\nK9XsSeA2YLBC0ErcBqah+gKcOgq2LTeYSYLY4lqNgZPAsAmvjEuDAGsAYvuAnUj0VBm/BEGgFwLd\n6SwwIWOx8zA3D3FXkkSiJuxsg7MlOF0KdLhjQJcFt/VDUnWniSMHO4qcFxB0VVe14SryaMO25nSO\ncA15FmIVSM9cWUPdDbx8lekPA2NXcBzXAtr1odFoNC2ONtQajUbT4mjXRwuhGqMqt2MGaSzb0M5J\nyWUqJ2oVKEgTWdUB61LdHhXEhQGQzkLyzDKHjjzOQHWOdHuRRLmKMePJz3hflq3qN5Jti4r/0zJh\npaOH8fKdrEx2YpfjLC918ezgAZKJFxEP8sYphcbWsQTJF5fY3XkETpcpLUJhHpa8wOOgaoKcsOuj\nBpU8LBch589boFHhb639aAKWBWabuD6MdsTdkSToZwmNsqbQeHD83pdGAuJtUhzk4DffTUMiCu1R\niPkDsAxIx8Fs95evErmVpqlyYWRodI8pnVN1QoU79CY497y6gqSQFm+xHpPRnp3kYylSdondC6do\nX3DoKtVFDTdUgKMKg1bDLwO4JtGGukVQhrmD4Bq8CejNAH3+TGmCIFUBsSrzwAmwi2JoVCDsUopd\nphAdZoDbH4f9Rx/ji598E6k3FLCGaxhVj8iUK11nl6TIZqYoF8jeXtj+dogk4FP263jf5F+S+6cM\njhnhkR0ZfvKnPswv/X+/SPcz/3ZRYxtDXLwA5Qdg56MP8kvRx6FSYMyFWRce9IK4mV90SHU2tJAo\nTE3Dc2Mw5sj+qiI+4Qvd5JJIwC5xUDqaM4IcqDSNRtJDrIIaSMl/OYhztg1iNvS3gxfqhRmxxNXd\nH3aUW2CkwOohEJJOEGiSKiObobESJtydPhyIVpZPfa8kVYxX0l7vA27bBr1vj/PffuhXeHLkDg5M\nvcDffvYXuPuTy+w+IufzQ0hN1XoZAW5d47NjiHTttYg21C2EevhR12IUeWqrX2DhqsSmrA9lYTYj\niKiK6EACbVbBpie6KDcHZXzU//4jqOvralgmWAmIpMAuxlkqdtcfY+xqjKVEJ3Ykes4614tDYGdq\nVbCqVdr80arEinAwtb6r1IcAhjT/tX0jHX6KvhAG/jGxpEEAUf+lfgqFy/vDhAfkH1PDFcPc0GA3\nAhEDImGnpBVaT8PJ0bQO9bStcAnOGfVZ2LCHN+oKYwHRCERSBsWuNlZ6uiiU2zBSBlFL7jerDfVC\nrFW1CY2NEq41tI9ao9FoWhxtqDUajabF0YZao9FoWhzto24BLCQO1QfsGICuNvFR9nZBfBewxZ+x\nDXG0OUg4vAK1eSidgbmSSIdWWV317WKZAp5y4GweEk+AdRwMB+IFsFckm8LxYL4qgdCp9kE+e/8P\nYbcneHL0bokG+WzLjvPeb/05++Zf3FCAaC3GOLe6sTkgqOKup1Ygr4JzEZgviMqpiu+dzz8dTrzJ\nAKkYGP2IA7UTSWGIc64TVAUdICiRbPP/VxkgPWus0CRwxqvvZmiU0lMxCrXBfjZJfRwq06RZcdGh\n0S/eJhkol/uprRcJlAJs3w/jt9zKn2V/mhe+dZBcexcnrX38yUt+gVd85dNsPbzxsN9OYPc26PcF\nFf/15jdQsWL84HOfB6A0CuVROM21J+WqDXULoAx1N7CzD7ZsQS62HUjJmqrJTvvTVapZGZxFKJ6t\ny1HXg2ObZahngEUH2orQ+WxgjzKyeiqILcgi9mom08+HX/oz5Lo7KUUyDYZ6eHmS//Tdv2VmocrT\nmzC2Sf91PpT09FgOZnPBdKVwqtRPz0eEIOUrjZRq04NYtg7/w7Xqr8OGWh1olU5nEBhtCAS7YwRN\ncWmaVwWX1YBcGu8yKiMEgvSfKHKgVJaIQ2PgMQNm7PIb6m5gv//30F74xt6b+J/ZD9TPkdPbk/zt\n+95Ff9/TbN1gfoYBbAV2jEDvK2XaM299Nbl4hp/7jBhqz4HiqNzgrzVDrV0fGo1G0+JoQ63RaDQt\njjbU1ym6U4dGc/2gfdQXiWqLFMamQUlyTVQhmrpLxoC4CckEWEkCR7DyVYZXpCrWqvJy/TZOqhBE\nxZY2U/heuTVrBC7SCkElpPrcA2JOleHsBAUjx4LTT7G7g/78HFHHZtCdws5Cyd6cfo7rRdUEhRXx\n1lvgAo1xt2jUP0aRpg9WI3y3VD5qFdzzCEq7w0Uy6sQwm74fLnwKlxA2rz/8Xi1L/R9SJP8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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2175d407588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [9] [9] [3] [2]\n",
      "predict: [9] [9] [3] [2]\n"
     ]
    },
    {
     "data": {
      "image/png": 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mGOIssjg325+NJEeWZ/JUTIj7ycCSDccQ2+O5fsiZUnASetzPzlO0SecpZm6O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\n7UzMufz43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eQpV/dznRmgvuYgMyNFWpjAT45mVz+j6QJaqtzg9mpmYSV0GJ7Ryb0yxeRo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\nRwq1RCKRVDn/H61LNbRSeBVHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216880519b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [8] [4] [6] [6]\n",
      "predict: [8] [4] [6] [6]\n"
     ]
    },
    {
     "data": {
      "image/png": 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G9WEwGAwdjjHUm8FGNzbcBDotuLId2QHDwLBFbDvXx/DsZb7/mU/wqX3vZKR3mFx5htef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IJaRCRwCmoRkcApqEVEAqegFhEJnIJaRCRwCmoRkcApqEVEAvcvSNoIr7t0L3oAAAAASUVORK5C\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21688085940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [9] [8] [2] [0]\n",
      "predict: [9] [9] [2] [4]\n"
     ]
    },
    {
     "data": {
      "image/png": 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e98Ps714PQMcjJ1l77zbufPlpNMuibQAW74OBNPTZcx+iC8UA9gDWPoh+tYff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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216880e13c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [6] [4] [0] [3]\n",
      "predict: [6] [4] [0] [3]\n"
     ]
    },
    {
     "data": {
      "image/png": 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FEer0BMwf4JLDFeNI1IsFtDVCZHuar7z3A5zulFo7Bh7t94/gvzBKz7Il6tcP2vSh0Wg0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GAAAg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\n7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      "text/plain": [
       "<matplotlib.figure.Figure at 0x21688731860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [7] [9] [4] [0]\n",
      "predict: [7] [9] [4] [0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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liOegW6UvtBXELvQC2R7IrINSymXvLVdy+diwZGmAhI2LyE1C56lpWXL0cUx1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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2168878c550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [9] [1] [1] [8]\n",
      "predict: [0] [1] [1] [6]\n"
     ]
    },
    {
     "data": {
      "image/png": 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sDJ9HmLii1MVIO5/OrcXXC3YTGAYiaaRrVQSRmDXhLDsNuTHIuYmbQ0AQ1DhE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      "text/plain": [
       "<matplotlib.figure.Figure at 0x21688051940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [5] [7] [7] [3]\n",
      "predict: [5] [7] [7] [3]\n"
     ]
    },
    {
     "data": {
      "image/png": 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xJGJPBfUyVEowcyrcb1YFdYn2wqfrCSClc70aNOph5GC3KturMQbc1bGsQvdq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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21688837860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: [1] [1] [5] [9]\n",
      "predict: [1] [1] [5] [9]\n"
     ]
    }
   ],
   "source": [
    "# 获取图片数据和标签\n",
    "image, image_raw, label0, label1, label2, label3 = read_and_decode(TFRECORD_FILE)\n",
    "\n",
    "#使用shuffle_batch可以随机打乱\n",
    "image_batch, image_raw_batch, label_batch0, label_batch1, label_batch2, label_batch3 = tf.train.shuffle_batch(\n",
    "        [image, image_raw, label0, label1, label2, label3], batch_size = BATCH_SIZE,\n",
    "        capacity = 50000, min_after_dequeue=10000, num_threads=1)\n",
    "\n",
    "#定义网络结构\n",
    "train_network_fn = nets_factory.get_network_fn(\n",
    "    'alexnet_v2',\n",
    "    num_classes=CHAR_SET_LEN*4,\n",
    "    weight_decay=0.0005,\n",
    "    is_training=False)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    # inputs: a tensor of size [batch_size, height, width, channels]\n",
    "    X = tf.reshape(x, [BATCH_SIZE, 224, 224, 1])\n",
    "    # 数据输入网络得到输出值\n",
    "    logits,end_points = train_network_fn(X)\n",
    "    \n",
    "    # 预测值\n",
    "    logits0 = tf.slice(logits, [0,0], [-1,10])\n",
    "    logits1 = tf.slice(logits, [0,10], [-1,10])\n",
    "    logits2 = tf.slice(logits, [0,20], [-1,10])\n",
    "    logits3 = tf.slice(logits, [0,30], [-1,10])\n",
    "    \n",
    "    predict0 = tf.argmax(logits0, 1)  \n",
    "    predict1 = tf.argmax(logits1, 1)  \n",
    "    predict2 = tf.argmax(logits2, 1)  \n",
    "    predict3 = tf.argmax(logits3, 1)  \n",
    "\n",
    "    # 初始化\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    # 载入训练好的模型\n",
    "    saver = tf.train.Saver()\n",
    "    saver.restore(sess,'./captcha/models/crack_captcha.model-10000')\n",
    "\n",
    "    # 创建一个协调器，管理线程\n",
    "    coord = tf.train.Coordinator()\n",
    "    # 启动QueueRunner, 此时文件名队列已经进队\n",
    "    threads = tf.train.start_queue_runners(sess=sess, coord=coord)\n",
    "\n",
    "    for i in range(10):\n",
    "        # 获取一个批次的数据和标签\n",
    "        b_image, b_image_raw, b_label0, b_label1 ,b_label2 ,b_label3 = sess.run([image_batch, \n",
    "                                                                    image_raw_batch, \n",
    "                                                                    label_batch0, \n",
    "                                                                    label_batch1, \n",
    "                                                                    label_batch2, \n",
    "                                                                    label_batch3])\n",
    "        # 显示图片\n",
    "        img=Image.fromarray(b_image_raw[0],'L')\n",
    "        plt.imshow(img)\n",
    "        plt.axis('off')\n",
    "        plt.show()\n",
    "        # 打印标签\n",
    "        print('label:',b_label0, b_label1 ,b_label2 ,b_label3)\n",
    "        # 预测\n",
    "        label0,label1,label2,label3 = sess.run([predict0,predict1,predict2,predict3], feed_dict={x: b_image})\n",
    "        # 打印预测值\n",
    "        print('predict:',label0,label1,label2,label3) \n",
    "                \n",
    "    # 通知其他线程关闭\n",
    "    coord.request_stop()\n",
    "    # 其他所有线程关闭之后，这一函数才能返回\n",
    "    coord.join(threads)"
   ]
  }
 ],
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